{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "texture_1 = plt.imread('../data/texture1.jpg')\n",
    "\n",
    "plt.title('Input Texture')\n",
    "plt.imshow(texture_1)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(224, 225, 3)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "h, w, c = texture_1.shape\n",
    "\n",
    "block_size = 75\n",
    "\n",
    "assert block_size < min(h, w)\n",
    "\n",
    "h, w, c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(149, 150)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_max, x_max = h - block_size, w - block_size\n",
    "y_max, x_max"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "New image will be 450 x 450 x 3, composed of 6 x 6 blocks\n"
     ]
    }
   ],
   "source": [
    "# desired size of new image is twice original one\n",
    "dh = h * 2\n",
    "dw = w * 2\n",
    "\n",
    "nx_blocks = ny_blocks = max(dh, dw) // block_size\n",
    "w_new = h_new = nx_blocks * block_size\n",
    "print('New image will be %d x %d x %d, composed of %d x %d blocks' % (w_new, h_new, c, nx_blocks, ny_blocks))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "36"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n_blocks = nx_blocks * ny_blocks\n",
    "n_blocks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "texture_img = np.zeros((h_new, w_new, c), dtype=texture_1.dtype)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(36, 75, 75, 3)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xs = np.random.randint(0, x_max, size=n_blocks)\n",
    "ys = np.random.randint(0, y_max, size=n_blocks)\n",
    "ind = np.vstack((xs, ys)).T\n",
    "\n",
    "blocks = np.array([texture_1[y:y + block_size, x:x + block_size] for x, y in ind])\n",
    "blocks.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "b = 0\n",
    "for y in range(ny_blocks):\n",
    "    for x in range(nx_blocks):\n",
    "        x1, y1 = x * block_size, y * block_size\n",
    "        x2, y2 = x1 + block_size, y1 + block_size\n",
    "        texture_img[y1:y2, x1:x2] = blocks[b]\n",
    "        b += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title('Figure 2a')\n",
    "plt.imshow(texture_img)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.imsave('figure2a.jpg', texture_img)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
